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diff --git a/docs/seminars.md b/docs/seminars.md
@@ -6,6 +6,7 @@ Some of our seminars are available in our [Playlist](https://youtube.com/playlis
 
 ## Minutas (In Spanish)
 
+1. 21/08/2024 María José Zambrano presentó su charla de tesis II, titulada: Towards Fairer Word Embeddings: Methodologies for Comparing and Optimizing Bias Mitigation Algorithms ([slides](slides/presentation%20tesis%20II-1.pdf)). 
 1. 10/07/2024 [Fabián Villena](https://villena.cl/) presentó su seminario titulado: Despliegue local de grandes modelos de lenguaje de pesos libres y su consumo ([slides](slides/llm_deployment_and_consumption_tutorial.pdf))([video](https://drive.google.com/file/d/1a7rF6Chr18PTB-KbFvftVGla_kOIhX3y/view?usp=sharing)).
 1. 12/06/2024 Andrés Abeliuk presentó su seminario titulado: LLMs, Una Perspectiva desde la Ciencia de la Complejidad ([slides](slides/RELELA-24LLM%20complexity.pdf))([video](https://drive.google.com/file/d/1ekFaSkY1fJZUyrM5CD0PQuLBO7v6hLOY/view?usp=sharing))
 1. 26/12/2023 Germán Johannsen del Max Planck Institute for Innovation and Competition presentó: Regulación de IA y Datos. Algunas Tendencias en la UE ([slides](slides/charlaGerman.pdf)).

diff --git a/docs/slides/presentation tesis II-1.pdf b/docs/slides/presentation tesis II-1.pdf
diff --git a/search/search_index.json b/search/search_index.json
diff --git a/seminars/index.html b/seminars/index.html
@@ -144,6 +144,7 @@
 <p>Some of our seminars are available in our <a href="https://youtube.com/playlist?list=PLppKo85eGXiWOuXni-PIyPu7V63RhqbKJ">Playlist</a>.</p>
 <h2 id="minutas-in-spanish">Minutas (In Spanish)</h2>
 <ol>
+<li>21/08/2024 María José Zambrano presentó su charla de tesis II, titulada: Towards Fairer Word Embeddings: Methodologies for Comparing and Optimizing Bias Mitigation Algorithms (<a href="../slides/presentation%20tesis%20II-1.pdf">slides</a>). </li>
 <li>10/07/2024 <a href="https://villena.cl/">Fabián Villena</a> presentó su seminario titulado: Despliegue local de grandes modelos de lenguaje de pesos libres y su consumo (<a href="../slides/llm_deployment_and_consumption_tutorial.pdf">slides</a>)(<a href="https://drive.google.com/file/d/1a7rF6Chr18PTB-KbFvftVGla_kOIhX3y/view?usp=sharing">video</a>).</li>
 <li>12/06/2024 Andrés Abeliuk presentó su seminario titulado: LLMs, Una Perspectiva desde la Ciencia de la Complejidad (<a href="../slides/RELELA-24LLM%20complexity.pdf">slides</a>)(<a href="https://drive.google.com/file/d/1ekFaSkY1fJZUyrM5CD0PQuLBO7v6hLOY/view?usp=sharing">video</a>)</li>
 <li>26/12/2023 Germán Johannsen del Max Planck Institute for Innovation and Competition presentó: Regulación de IA y Datos. Algunas Tendencias en la UE (<a href="../slides/charlaGerman.pdf">slides</a>).</li>

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diff --git a/slides/presentation tesis II-1.pdf b/slides/presentation tesis II-1.pdf